Seminaire_Turing_2023

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Seminaire_Turing_2023

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Course material for the Séminaire Turing held in École Normale Supérieure Ulm in 2023. The Séminaire Turing is an introductory course to AI safety.

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# Séminaire Turing Ulm 2023-2024

*Course material for [Séminaire Turing](https://diplome.di.ens.fr/catalog_fr.html), ENS Ulm 2023-2024.*\
This page will be updated regularly.

**Referent teachers**\
Jeanne Salle: jeanne.salle[at]yahoo.fr\
Léo Dana: cargodana8[at]gmail.com\
Charbel-Raphaël Ségerie: crsegerie[at]gmail.com

**Sign up to receive emails and updates**: [Enrolment form](https://forms.gle/GC42zeR7HQR7DZ8B8)

**Schedule and course material**

| Date     |      Topic    |  Course Material  |
|----------|:-------------:|------|
| 28/09/23 | 1- Introduction and ML State-of-the-art | [Textbook](https://docs.google.com/document/d/12dEjesnosrTmOoHifXFL8SHa5CuOYrHc9kP5HW0BTf4/edit?usp=sharing) - [Slides](https://docs.google.com/presentation/d/15fRF3CDrUgv0sIidzXLvCAzEkpw2BhpCt5KRDIP8y80/edit?usp=sharing) |
| 05/10/23 | 2- Vision interpretability | [Textbook](https://github.com/jeanne-s/Seminaire_Turing_2023/blob/main/Vision_Interpretability_Introduction.pdf) - [Slides](https://docs.google.com/presentation/d/1IiCX6-nUnUphfb_rw0XD81bw1A2lGG8jbwph0mUuHjA/edit?usp=sharing) |
| 12/10/23 | 3- Outer and Inner Misalignment | [Textbook 1](https://docs.google.com/document/d/1G1PbNwj1Aa1JlhZ9Fv4Hr_oGAfAa6y2i0o0joJkLWWY/edit?usp=sharing), [2](https://docs.google.com/document/d/111fjqF7daP12bQcoXHSaNkVw68C7Du6bKnNw7urOFcY/edit?usp=sharing) - [Slides](https://docs.google.com/presentation/d/13i-d--WFCHnZzhTO2bgFUj0emPst-C7BLEE0QRE5H0E/edit?usp=sharing) |
| 26/10/23 | 4- Scalable Oversight | [Textbook](https://docs.google.com/document/d/1YdwdYNfvONG6C6AkN16zOiZh75Td4xMsUXLwBf2Bch4/edit#heading=h.gqawztin9fef) - [Slides](https://docs.google.com/presentation/d/1aAplL-UJ3F4x41VFEacwbrc1o9QYTz5xy_dGq9QCnkw/edit?usp=sharing) |
| 09/11/23 | 5- Transformer interpretability | [Slides](https://docs.google.com/presentation/d/18ngo3ocl3ZKtkdHpDxYXcVqTdZjGaP1v3CwfVEAwacU/edit?usp=sharing) |
| 16/11/23 | 6- AI governance | [Slides](https://docs.google.com/presentation/d/1sqZW0TMY6QoRFf8CiMfUXUvMiLYbJI2ML8N77iB_0yA/edit?usp=sharing) |
| 23/11/23 | 7- Singular Learning Theory - Developmental interpretability | [Notes](https://drive.google.com/file/d/1BKvfUkAmkPml0pj2kWrcjJ5NG9pZ8GJz/view?usp=sharing) - [LW Sequence](https://www.lesswrong.com/s/czrXjvCLsqGepybHC) |
| 30/11/23 | 8- Projects & Discussion | --- |
| 07/12/23 | 9- Projects | --- |
| 14/12/23 | 10- Projects | --- |

[**Reading List**](https://docs.google.com/document/d/15vIU5i2Vp_6qhhbowNu4E0DUSQTVrA93LXqaDnqWI4w/edit?usp=sharing) (work in progress)\
[**Full Textbook**](https://docs.google.com/document/d/1ZwR2rhlQClLwxyzVTnWv_ntwQXFzc057IXePUX2SLKc/edit#heading=h.ot2pmxko1z8d) (work in progress)\
[**Projects' list**](https://www.notion.so/effisciences-research/AI-Safety-Research-Projets-2023-835cf15d3a95432d9d820bcb5ad3baf7)

Note that we won't have class on 19/10/23 (enseignement sur la transition écologique) and 02/11/23 (holidays).

**Time**: Thursdays, 18:00-20:00\
**Room**: Salle Noether, ENS Ulm, Département de Mathématiques et Applications

**Course content at Master MVA**: [Overview](https://www.master-mva.com/cours/seminaire-turing/)

**Course validation (6 ECTS)**: Student's presentation + final project + regular attendance

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